Smarter Context, Safer Code: Graphs and AI in Action

​We're excited to invite you to our next Meetup, co-hosted with the London Java Community!

​Join fellow graph enthusiasts, Neo4j developers, and members of the Java community as we explore how graphs, knowledge graphs, and context engineering can unlock smarter applications and better answers. We’ll also uncover how AI-generated code can be weaponized, exposing hidden vulnerabilities in the software we trust.
Whether you’re curious about building with graph-powered AI or safeguarding your projects from new threats, this meetup will give you insights you can put into practice.

​Session 1: The Enemy Within: How AI is Weaponizing Your Code by Steve Poole

​There are no black cats, broken mirrors or sudden storms to announce the news. Still, AI-generated code has become a double-edged sword, offering unparalleled productivity while quietly introducing vulnerabilities and weaknesses. Whether through poisoned models, maliciously crafted to inject flaws or poor-quality training data, your trusted AI companion could be a Trojan horse.
This talk unveils the dark side of AI in software development, exposing how attackers exploit AI to compromise open-source projects and infiltrate the software supply chain.
Learn how bad actors leverage sophisticated techniques to embed security flaws in libraries you trust, and discover how untested, AI-generated solutions can open doors to catastrophic exploits.
With real-world examples, We'll dissect how these attacks happen and offer strategies to safeguard your projects.
In the battle for secure software, your tools could be your greatest weakness or your first line of defence. Prepare to confront the chilling truth about AI and your code.

​Session 2: Agentic Memory - Ripples of the Matrix by Andreas Kollegger
The first drop seem innocent, refreshing almost. An agent's chain-of-thought descends from the sky, impacting the surface of our reality. Then more drops. Puddles form and ripples become interference patterns. Eventually, we're swimming in a digital sea. But seriously, let's talk about two dimensions of memory: time & space - working, short-term, long-term memory - single-agent, multi-agent, distributed scopes - collaborative, misaligned, competitive goals

​We look forward to connecting with the community to exchange ideas on graphs, tech, and AI - join the discussion!